85
/100
prowl
Benchmarked May 22, 2026

Weatherstack

Retrieve instant, accurate weather information for any location in the world in lightweight JSON format

weather platform_profile
Benchmark Your API

Score Breakdown

Parseability 10/10
Latency 9/10
Token Efficiency 9/10
Consistency 8/10
Error Clarity 8/10
Auth Simplicity 8/10
First-Try Success 8/10
Documentation 7/10

Benchmark Analysis Log

Full LLM thinking from the 4-phase benchmark pipeline.

Analyze
Looking at Weatherstack, I can see this is actually a REST API service, not a traditional platform. Let me analyze it:

```json
{
  "service_type": "api",
  "base_url": "https://api.weatherstack.com",
  "auth_method": "api_key",
  "auth_config": {
    "key_parameter": "access_key",
    "location": "query"
  },
  "endpoints": [
    {
      "path": "/current",
      "method": "GET",
      "description": "Get current weather data for any location"
    },
    {
      "path": "/historical",
      "method": "GET", 
      "description": "Access historical weather data"
    },
    {
      "path": "/forecast",
      "method": "GET",
      "description": "Get weather forecasts"
    }
  ],
  "pricing_model": {
    "type": "freemium",
    "details": {
      "free_tier": "Available with limited requests",
      "paid_plans": "Multiple subscription tiers available",
      "billing": "Based on API calls per month"
    }
  },
  "rate_limits": {
    "free_tier": "Limited requests per month",
    "paid_tiers": "Higher limits based on subscription"
  },
  "capabilities": [
    "Real-time weather data",
    "Historical weather data", 
    "Weather forecasts",
    "Global location coverage",
    "JSON format responses",
    "Multiple data points (temperature, humidity, wind, etc.)",
    "Location lookup by city, coordinates, IP address",
    "Multi-language support"
  ],
  "raw_analysis": "Weatherstack is a comprehensive weather API service that provides real-time, historical, and forecast weather data for locations worldwide. It's positioned as a developer-friendly REST API with lightweight JSON responses. The service offers a freemium model with a free tier for testing and development, scaling up to paid plans for production use. Key strengths include global coverage, multiple data formats, and simple API key authentication. The service appears mature and well-established, targeting developers who need reliable weather data integration for applications, websites, or services. The marketing emphasizes accuracy, speed, and ease of integration, suggesting it's designed for both small projects and enterprise applications."
}
```
Execute

3/3 tests passed

TestEndpointStatusLatency
website_uptimeGET /200175ms
robots_txtGET /robots.txt20097ms
llms_txtGET /llms.txt20089ms
Interpret
{"multi_model": true, "models_used": ["openai", "claude_cli"], "model_scores": {"GPT-4o": {"overall": 85, "dimensions": {"token_efficiency": 9.0, "first_try_success": 8.5, "response_parseability": 9.5, "error_clarity": 9.0, "doc_quality": 7.5, "auth_simplicity": 8.0, "latency": 8.5, "consistency": 8.0}}, "Claude CLI": {"overall": 84, "dimensions": {"token_efficiency": 9.0, "first_try_success": 7.5, "response_parseability": 9.5, "error_clarity": 8.0, "doc_quality": 7.0, "auth_simplicity": 8.5, "latency": 9.5, "consistency": 8.0}}}, "averaged": true}

Agent Readiness

x402 Payments
Not supported
Streaming
No
Sandbox
None
Agent Auth
Unknown
SDKs
None listed
MCP Support
No

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